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01. Alderway Insurance needs its claims data lake to support both a compliance team that must trace exactly how a claim's status changed over time and an operations team that only ever needs to see each claim's current status.
Which two view choices, used together, satisfy both teams from the same underlying stored data?
(Choose two.)
a) A separate, manually maintained spreadsheet that operations updates independently of anything Qlik Compose generates.
b) A historical view for the compliance team's need to trace every recorded change over time.
c) A single view type serving both teams identically, since one view option is typically treated as sufficient for every consumption pattern regardless of the underlying need.
d) A current, or live, view for the operations team's need to see only present-day claim status.
02. When a practitioner builds a logical warehouse model in Qlik Compose, which set of elements does that model primarily define?
a) Business entities, their attributes, and the relationships between them, independent of any target database
b) The exact physical table names and column data types that will be created in the target database once generation runs
c) The storage and processing platform combination used to host a separate data lake project
d) The scheduled run times and dependency order for the workflows that load the warehouse each night
03. Duskwood Freight's source system stores a shipment's origin and destination as a single combined text field, but the warehouse model needs them as two separate attributes.
What kind of ETL capability addresses this need?
a) A deployment package option that renames the combined field in production without altering its underlying content.
b) A validation rule that rejects any shipment row where the combined origin-destination field cannot be parsed, without producing the two separate attributes the model needs.
c) A reshaping transformation within the mapping that splits the combined field into two separate derived attributes for the target model.
d) A workflow that runs the shipment mapping twice per day instead of once, without changing how the field is structured.
04. Corvid Dynamics is walking a new hire through the flow of data between Qlik Replicate and Qlik Compose in its environment.
What role does the landing area play in this flow?
a) It is the final reporting layer that business users query directly, bypassing both Qlik Replicate and Qlik Compose entirely.
b) It is a permanent archive that only stores data no longer used by either Qlik Replicate or Qlik Compose.
c) It is a configuration file that defines which source tables Qlik Compose is licensed to model, unrelated to the movement of actual data, and it plays no part in how records actually flow between Qlik Replicate and Qlik Compose during a refresh.
d) It is where Qlik Replicate delivers captured source changes, and from which Qlik Compose then reads to build and refresh the warehouse or data lake.
05. Which of the following best describes the role of a storage task in a Qlik Compose data-lake project?
a) It writes and organizes ingested data within the data-lake storage zone and helps maintain the views exposed over that data.
b) It defines how source columns correspond to target model attributes, including any transformations applied along the way.
c) It packages the data-lake project's definitions so that they can be promoted from a test environment into the production environment.
d) It triggers a workflow to run automatically at a scheduled time regardless of whether any new source data has arrived.
06. Nordbridge Insurance is scoping two separate initiatives on the same Qlik Data Integration platform: one to automate a modeled relational warehouse with data marts for finance reporting, and another to organize raw claims data into a queryable storage zone for data-science exploration.
Which pairing of Qlik Compose project types matches these two initiatives?
a) A single unified project type handles both initiatives identically, since Qlik Compose does not distinguish between warehouse and data-lake automation.
b) Compose for Data Lakes for the finance initiative, since finance data marts are organized as storage-zone views rather than modeled warehouse tables.
c) Compose for Data Warehouses for the finance initiative, and Compose for Data Lakes for the claims-exploration initiative.
d) Compose for Data Warehouses for both initiatives, because data-lake storage zones are simply an internal detail of every warehouse project.
07. Which statement best describes the purpose of the historical view exposed over data stored in a Qlik Compose data-lake project?
a) It defines which workflow tasks must complete before a data mart in the warehouse family is allowed to refresh.
b) It lets a consumer query the full history of changes to a record over time, rather than only its most recent state.
c) It lets a consumer query only the single most recent state of each record, discarding any information about earlier states.
d) It stores the credentials Qlik Replicate uses to authenticate against the original source system during change data capture.
08. In a Qlik Compose data lake project, what does a data lake entity represent?
a) A modeled unit of data that defines what is stored and how it is structured for querying in the data lake
b) A star schema table built specifically for business intelligence reporting against the warehouse's data marts
c) A scheduled task in Qlik Replicate that captures and moves change data records into the landing zone before Compose processes them
d) A deployment package used to promote a completed project definition from a test environment into production
09. Sparrowgate Manufacturing's new hire is reading a Qlik Compose project for the first time.
What is an ETL set in this context?
a) A configuration file that only controls which proctoring method and identity-check option is used during a certification exam session.
b) A read-only snapshot of the logical model taken before any mappings were defined.
c) An executable grouping of one or more mappings that Qlik Compose runs as a task to populate the target model.
d) A static report listing which source columns were renamed during a past project review.
10. Vantage Insurance already has a single warehouse model covering policies, claims, and customers.
The analytics team now asks for a mart focused only on claims-processing turnaround, separate from an existing mart focused on customer retention.
Which statement best evaluates this request?
a) It is not possible, because a warehouse model can only generate one data mart across its entire lifetime once the first mart is built
b) It is reasonable, since a single warehouse model can support several data marts, each designed around a distinct set of business questions
c) It requires no new design work at all, because every existing data mart automatically covers every future analytical question the team may raise
d) It requires building an entirely separate data lake project, since data marts and claims-processing turnaround belong to the data lake family instead
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